# Progress Software (@ProgressSW) on youtube

- id: koinon:creator:youtube_progresssw
- url: https://koinonlink.com/kol/youtube/ProgressSW
- schema_version: 1.4

## Identity
- platform: youtube
- handle: ProgressSW
- platform_url: https://www.youtube.com/@ProgressSW
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6690
- posts_observed: 2
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: devtools
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Progress OpenEdge productivity features, AI impact on OpenEdge development, Agentic RAG implementation and rollout, RAG quality measurement and retrieval techniques, Practical LLM and small language model advice, Enterprise AI perspectives from CIOs and CAIOs
- bio: Progress (Nasdaq: PRGS) empowers organizations to achieve transformational success in the face of disruptive change.

## Audience (inferred)
- status: present
- description: Progress OpenEdge developers and enterprise IT professionals focused on AI integration
- roles: dev
- seniority: practitioner
- pain_points: Integrating AI features into legacy OpenEdge applications, Building and scaling reliable Agentic RAG systems, Measuring RAG quality and ensuring grounded answers, Avoiding expensive AI models while maintaining performance
- posts_analysed: 16
- confidence: 0.6

## Commercial (inferred)
- audience_buyer_fit: 0.85
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 42
- authenticity_basis: profile_shape_only
- credibility_score: 42
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [youtube_progresssw#c20ae1e1] What Progress OpenEdge Features Improve your Productivity? (https://www.youtube.com/@ProgressSW)
- [youtube_progresssw#6e401052] How has Progress OpenEdge help you solve your challenges? #progressopenedge
- [youtube_progresssw#337d3b06] How has AI Impacted Progress OpenEdge and Development? #progresssoftware #ai #appdeveloper
- [youtube_progresssw#7a52b1f7] What do you think is the biggest opportunity for AI use within Progress OpenEdge?
- [youtube_progresssw#3a7b1414] Agentic RAG Rollout: Start Small, Then Scale Up
- [youtube_progresssw#185d2b7e] Agentic RAG 101: Build Your Knowledge Box
- [youtube_progresssw#ba52e97a] REMi: Measuring RAG Quality Based on Context, Answers & Groundedness
- [youtube_progresssw#b93d0fe0] Why Retrieval Is King in RAG (Legal vs. Marketing)

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.6, freshness_days=70, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.6, freshness_days=70, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.6, freshness_days=70, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=70, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=70, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=70, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=70, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 70
- audience_updated_days_ago: 70

## AI retrieval
- indexing_requests: 14
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=youtube_progresssw
- Request removal: https://koinonlink.com/claim?k=youtube_progresssw
- Terms: https://koinonlink.com/for-ai